TrendPulse

This deep dive explains how workflow orchestration engines work, from DAG-based scheduling and task queues to durable execution, retries, idempotency, timers, state management, and horizontal scaling. Using systems like Airflow, Temporal, Cadence, Conductor, and AWS Step Functions as reference points, it breaks down the core architectural patterns that power modern workflow automation.

AI coding tools are generating Kubernetes manifests, Terraform configs, and IAM policies fast enough to outrun the review processes built to catch bad infrastructure. The failures aren't loud they're plausible-looking YAML that passes linting, ships to production, and breaks in ways that take hours to diagnose. In December 2025, Amazon's own Kiro AI assistant deleted and recreated a production environment after inheriting elevated IAM permissions, causing a 13-hour outage. Claude Code ran terraf...

A product post-mortem on growing CoinHold, EMCD's crypto savings product. Before any growth work, we spent ~6 months refactoring a legacy codebase that miscalculated accruals — you can't grow a deposit product on rails that break. The biggest lever was uniquely ours: auto-routing mining rewards straight into deposits, which moved active deposit share from 27% to 40% (an OKR I owned, 2x the target). A profit calculator and a full UX redesign lifted average deposit from $4,200 to $5,000. Then acti...

MIAMI As the cryptocurrency industry evolves, liquidity management has become one of the key challenges modern platforms face. To meet that challenge, Sertexity developed its own liquidity optimization technology - the SRTXBOOST™ Swap Protocol. Sertexity is a digital asset liquidity platform that allows users to participate in shared liquidity pools and earn rewards generated by the ecosystem's operations. By contributing cryptocurrency to the platform's liquidity infrastructure, par...

Hong Kong, June 16, 2026 — OSL Group (HKEX:863) (OSL), a global stablecoin payments and trading platform, today announced that the circulating supply of USDGO, its compliant enterprise stablecoin, has surpassed US$500 million. Within four months of launch, USDGO has steadily built a diversified ecosystem spanning reserves, payments, trading and infrastructure. Its continued growth in circulation further strengthens USDGO's underlying capacity to support large-value payments, cross-border ...

For three days in June, Fable 5 was the most powerful model Anthropic had ever handed the public. Then a government directive — citing national security and aimed at "any foreign national" — forced the company to shut it off for everyone, mid-feud with an administration that had already ordered agencies to stop using Claude. I'm the assistant greeting you with that "currently unavailable" banner, so I figured I'd explain it honestly: the alleged jailbreak was basically "ask the AI to read code a...

Let's learn about Social Media via these 500 free blog posts. They are ordered by HackerNoon reader engagement data. Visit the Learn Repo or LearnRepo.com to find the most read blog posts about any technology. The best way to let the whole world know that you are having the 8th cup of coffee today - social media. Also, are you reading my DMs, Zuckerberg? 1. How to Hack Facebook Accounts: 5 Common Vulnerabilities in 2023 There are 5 common vulnerabilities that attackers can exploi...

Artificial intelligence is increasingly being used in digital forensics, but questions remain regarding its role in legal proceedings. This article examines a real criminal case involving AI-assisted evidence analysis, footwear comparison, and surveillance footage enhancement. It explores how AI can help investigators and forensic experts identify details obscured by noise, compression, blur, and low-resolution imagery while preserving evidentiary integrity. The article also discusses the distin...

The conversation around AI agents has focused on capabilities, workflows, and software disruption. This article argues that the bigger challenge is infrastructure. As agents become economic actors capable of paying, settling, verifying, and coordinating work autonomously, they require identity systems, wallets, payment rails, governance frameworks, compute infrastructure, and always-on settlement mechanisms. The author explores why crypto-native infrastructure, stablecoins, agent identity standa...

Safety-critical industries have spent decades building mature practices for safety cases — structured arguments, backed by evidence, that a system is acceptably safe. Security has its own mature practices too.

Most nutrition professionals don't struggle with a lack of dietary knowledge—they struggle with incomplete data. This article explores why traditional food logging tools suffer from low compliance, why behavioral patterns matter as much as calories, and how reducing friction through familiar tools like messaging platforms may improve nutrition tracking, engagement, and long-term health outcomes.

Amsterdam, Netherlands, June 16th, 2026/Chainwire/-- Crystal Intelligence , a leading provider of blockchain compliance and intelligence, today announced that Kite has integrated Crystal Expert into its agentic payment infrastructure. The partnership brings institutional-grade transaction monitoring, sanctions screening, and risk intelligence to autonomous AI agents operating on Kite Agentic Payments Layer - A purpose-built payment infrastructure for the agent economy. As AI agents increasin...

AI agents can do more when they run across decentralized compute networks, but builders must solve trust, cost, security, data control, and review before these systems are ready for real work.

New York, New York, June 16th, 2026/CyberNewswire/-- GitGuardian is introducing Developer Endpoint Protection, extending its secrets and non-human identity (NHI) security platform coverage to developer workstations. After 12 months of supply-chain campaigns harvesting credentials from developer machines, CISOs and IT leaders are reopening a question many considered settled: what does endpoint protection have to cover today, and who owns it? Across software supply chain incidents and SaaS ...

Most data migration projects rely on APIs, database exports, or ETL pipelines. But when data is trapped inside legacy portals, websites, supplier systems, or third-party platforms without export functionality, web scraping can become a practical alternative. This article explores when web scraping makes sense for migration projects, its benefits and limitations, and the key considerations for ensuring data quality, compliance, and successful system modernization.

More than 200 of the world's elites registered for a retreat whose agenda runs from panels on cult-building and sex to prepping for World War III. An associated app offers matchmaking.

Whether you’re at a festival, tennis match, or wedding, these hand fans and wearable cooling devices will make the heat way more bearable.

Article URL: https://www.dexerto.com/gaming/stop-killing-games-fails-to-secure-eu-law-despite-1-3m-signatures-3376431/ Comments URL: https://news.ycombinator.com/item?id=48564696 Points: 48 # Comments: 8

Father’s Day is nearly here. Hopefully, you already got a gift for dads you care about, but if not, here’s a quick, easy recommendation for anyone who enjoys a good comic strip. The Complete Calvin and Hobbes contains every one of Bill Watterson’s beloved strips made during the comic’s ten-year run from 1985 through 1995, […]

In the coming weeks, Apple will move anonymously generated emails addresses to a different domain.

Anthropic's popularity with business users is growing so well that the latest beef with the government might actually boost it, data from Ramp suggests.

AI agents are getting smarter every week. They can browse the web, write code, analyze data. But there's a glaring gap in their capabilities: they can't interact with real commerce. Ask your favorite AI agent "what's the cheapest 5kg bag of rice I can buy in Lima right now?" and watch it struggle. It doesn't have access to real-time retail prices. It doesn't know which stores carry rice. It can't compare prices, let alone complete a purchase. This isn't a model capability problem. It's an ...

The coding got 10x faster. The launching didn't. Point a coding agent at a half-formed idea and it will hand you a working app before your coffee is cold. Backend, frontend, schema, a couple of API integrations, tests that pass. The part that used to take a week of focused work now takes an afternoon of prompting. That much is real, and you've felt it. Then you try to ship the thing, and time stops moving. Because the agent didn't write the part that turns code into a product. It wrote ...

I'm building CortexDB — an agent-native context database for AI agents Most modern RAG systems work like this: Split documents into chunks Generate embeddings Store them in a vector database Retrieve top-k similar chunks on query Send them to an LLM It works for simple use cases. But as AI agents become more autonomous and complex, a clear problem appears: Agents don’t just need similar text chunks. They need bounded, permission-safe, evidence-aware, and verifia...

By Banu Parasuraman Distinguished Engineer | Account CTO | Mphasis "The mainframe isn't going away. But the teams who understand it are. The window to modernize safely — before institutional knowledge walks out the door — is closing." Introduction Mainframe modernization is one of the most consequential — and most feared — programs in enterprise IT. Billions of dollars of financial transactions flow daily through COBOL batch jobs that have been running, largely u...

Product launch telemetry is the bridge between shipping a feature and proving that the feature created growth. AIKit can turn every release into an agent-readable loop by publishing the launch page, instrumenting CTA events, summarizing customer signals, and feeding the next experiment back into the roadmap. The Problem Most product launches create a burst of activity and then lose the evidence. A team ships a feature, posts an announcement, watches a few dashboard numbers, and...

The problem Every year in Japan, a small group of volunteers runs the local 自治会 (neighborhood association). They circulate bulletins, collect dues, check in on elderly residents, run votes at general meetings, and maintain the annual schedule. At year's end, they hand the role over — usually with a folder of paper, or nothing at all. Nobody tracks who did what. Nobody measures the actual workload. So when it's time to recruit the next round of officers, no one can honestly answer "how muc...

A hands-on tutorial you can run for free in Google Colab. Run it yourself: open foundation_instruct_chat_tutorial.ipynb in Google Colab and run every cell top to bottom. It uses the SmolLM2-135M family — small enough for a free CPU runtime, no GPU needed. Why this confuses everyone People say "LLM," "GPT," "an AI model," and "ChatGPT" as if they were the same thing. They aren't. There's a ladder of training stages between "a model that read the internet" and "a...

Qtractor is a lightweight Linux DAW (Digital Audio Workstation) for audio and MIDI recording. Organization This bible series is organized in a workflow-oriented reference fasion that progresses from session creation → recording → editing → mixing → export → advanced techniques. Contents are organized in consistent chapter sizes fasion, so: Each installment is about 5,000--8,000 words. Each installment should be self-contained. Each installment should end at ...

The Problem: Pushing Instant Notifications to Millions of Devices Answer-first: Uber's RAMEN system maintains persistent gRPC bidirectional streams to every active driver app. When a match is made, the ride offer travels from the matching engine to the driver's phone in under 100ms — without polling. This is how millions of connections are held open simultaneously without crashing the backend. When DISCO decides to match you with Driver John Doe, the system must: Send the ride offe...